# Linear Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/linear
> Markdown URL: https://aitinkerers.org/technologies/linear.md
> Technology record last updated: 2026-02-23T15:20:36Z
> Generated: 2026-08-24T00:14:57Z

Linear is the blazing-fast issue tracking platform purpose-built for modern software teams: manage bugs, sprints, and roadmaps with speed and clarity.

Linear is the high-performance issue tracking and project management platform designed for modern software development teams. We eliminate the complexity of legacy systems (like Jira) with a clean, keyboard-first interface that prioritizes speed and developer velocity . Teams use our core building blocks—Issues, Projects, and Cycles—to centralize bug tracking, plan time-boxed sprints, and coordinate product roadmaps . Integrations with tools like GitHub, Figma, and Slack streamline your workflow, ensuring engineers and product managers ship faster and stay aligned .

- Official technology site: https://linear.app/
- Public AI Tinkerers demos and talks: 9
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Building Agentic OS for Marketing](https://denver-boulder.aitinkerers.org/talks/rsvp_BZZDcloDPXM)

I have been solo for 3 years after selling my Denver marketing agency. I was doing everything low code until early March when I discovered Claude Code and working at the terminal. I know have moved my system to a full dev stack using Neon, Claude Managed Agents, 5 repos (website, clients, agent os, reporting admin app) to run my entire AI native consultancy with 12+ clients.

- Event context: AI Tinkerers Denver - June Meetup — 2026-06-30 — Denver
- Public talk page: https://denver-boulder.aitinkerers.org/talks/rsvp_BZZDcloDPXM

### [OpenSymphony: Orquestación de Trabajo para Ingeniería Agencial](https://manizales.aitinkerers.org/talks/rsvp_g9MD2ZfMbBk)

Se implementó el diseño de OpenAI Symphony, hecho en Rust y usando OpenHands agent-server. Se compartirán recursos de aprendizaje, enlaces de referencia, y se mostrará la herramienta en acción.

- Event context: 🚀 ¡14vo Encuentro de AI Tinkerers Manizales! 🤖 — 2026-03-25 — Manizales
- Public talk page: https://manizales.aitinkerers.org/talks/rsvp_g9MD2ZfMbBk

### [Cloud-Hosted, Multi-Agent Workspaces (or: Gas Town in the Sky)](https://seattle.aitinkerers.org/talks/rsvp_mVgQoXtoVzE)

A live walkthrough of a multi-agent software development loop in the cloud: Head of Engineering (agent) receives a request from Discord, writes the code, opens a PR, goes to Head of Infra to deploy, and then finally hands the change to Head of QA for review and merge, all without any intervention from the user. The presentation will cover how I created the best way to make easy, configurable, multi-agent workspaces without the infrastructure hassle or security risks of self-hosted solutions. This includes setting up persistent, isolated workspaces, configurable prompts and variables, cross-agent messaging, and deep session analytics, all managed through a custom-built MCP server and my local Claude Code. In addition, throughout the demo I'll share exciting developments I've seen so far in terms of emergent behavior, cross-agent coordination, and workspace management.

- Event context: AI Tinkerers Seattle Meetup: Dev Tools Track — March 9th, 2026 — 2026-03-10 — Seattle
- Public talk page: https://seattle.aitinkerers.org/talks/rsvp_mVgQoXtoVzE

### [Metadata Driven AI Pipelines](https://seattle.aitinkerers.org/talks/rsvp_3eYiO5c3fGw)

Long running tasks are always a balance of control and agency. As we slowly move away from the CLI to task managers (Jira, Linear, Beads, etc) we will need to figure out ways to find a good balance between control and agency. If control is pure code and agency is purely agentic, then AI pipelines look to be something in between. Code that executes and validates LLM output, but relies on the intelligence of the model to do a majority of the work. I will show how I am designing the AI pipelines and using metadata from a task manager (Linear in this case) to control which pipeline executes for different types of tasks (bugs, features, etc)

- Event context: AI Tinkerers Seattle Meetup: Dev Tools Track — March 9th, 2026 — 2026-03-10 — Seattle
- Public talk page: https://seattle.aitinkerers.org/talks/rsvp_3eYiO5c3fGw

### [From Ticket to PR: An Autonomous Coding Workflow with Claude Code](https://durango.aitinkerers.org/talks/rsvp_Krkk1jzEvWI)

A live demo of an end-to-end agentic coding framework that takes a Linear ticket ID and autonomously executes a structured 10-stage workflow; from ticket discovery all the way through branch setup, planning, implementation, self-directed code review, PR creation, and cleanup. The workflow is triggered by a single slash command (/work-ticket TK-123) and Claude Code handles the rest: reading the ticket, detecting scope, writing and reviewing code, updating ticket status, opening the PR, and producing a final summary. No manual handoffs, no context switching, just a ticket in and a pull request out.

- Event context: AI Tinkerers Durango: Code and Show'n'tell — 2026-02-24 — Durango
- Public talk page: https://durango.aitinkerers.org/talks/rsvp_Krkk1jzEvWI

### [Let's vibe-code some Linear issues](https://belgrade.aitinkerers.org/talks/rsvp_3cadsfUcBlc)

AI demo gods willing, I will walk you through my typical workflow for solving issues at Linear with agents. Along the way, I'll share advice and lessons learned on how to maintain quality while integrating these new tools.

- Event context: AI Tinkerers Belgrade Opening Meetup with PostHog — November 27, 2025 — 2025-11-27 — Belgrade
- Public talk page: https://belgrade.aitinkerers.org/talks/rsvp_3cadsfUcBlc

### [Automating low-effort tickets with Linear, Claude Code and GitHub Actions](https://sf.aitinkerers.org/talks/rsvp_6du-tKfL8d0)

I'll be presenting a working demo of how we ship low-effort tickets from our Linear board using a research/plan/implement workflow built with GitHub actions, Claude Code, and linear. It's kind of like Devin but with better opinions about software development workflows and built-in context engineering best practices

- Event context: Agents in Production: Human in the Loop Orchestration w/ Temporal — 2025-10-17 — San Francisco
- Public talk page: https://sf.aitinkerers.org/talks/rsvp_6du-tKfL8d0

### [Closing the Full-stack Feature Loop with MCP](https://seattle.aitinkerers.org/talks/rsvp_SxgjtvdSgQU)

I'd like to demo how I've been applying Claude Code with carefully selected MCP servers to enable complete E2E feature development for my SaaS platform. I will do a live demo of development of a new feature along with an explanation of the MCPs I use to accomplish it and why.

- Event context: AI Tinkerers Seattle Meetup: Dev Tools Track — October 6, 2025 — 2025-10-07 — Seattle
- Public talk page: https://seattle.aitinkerers.org/talks/rsvp_SxgjtvdSgQU

### [CodeRabbit - Leading in AI Code Review, helping you to ship better quality code...faster and safer!](https://atlanta.aitinkerers.org/talks/rsvp_S7jWzuc5W5s)

CodeRabbit is the industry's leading AI Code Review platform that helps software developers automate the first pass of code reviews and catch bugs that manual reviews miss. With CodeRabbit you can merge PRs in 50% less time, with 50% fewer bugs before they hit production.

- Event context: AI Tinkerers Atlanta Meetup – August 28, 2025 — 2025-08-28 — Atlanta
- Public talk page: https://atlanta.aitinkerers.org/talks/rsvp_S7jWzuc5W5s

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